基于.NET的多模态监测数据处理平台设计与实现OA
针对工程监测领域对多模态数据处理、实时分析和可视化展示的迫切需求,该文设计并实现一个基于.NET 的多模态监测数据处理平台.该平台采用分层架构设计,集成 FFT频域分析、OpenCV 图像处理、LiveCharts 数据可视化和 Cesium 三维地理信息展示等先进技术,实现土壤温湿度、沉降、水平位移、裂缝、深层位移、振动、水位、降水量、风速风向、环境温湿度、pH 值、倾角、压强和颗粒悬浮物等 15种监测类型的数据处理.平台通过创新的视频位移分析算法、高性能时间序列图表绘制技术和智能化的三维地理信息展示系统,为行业监测提供完整的技术解决方案.实验结果表明,该平台能够有效处理大规模监测数据,提供实时预警和直观的数据展示,在建筑监测和地质灾害监测等实际应用中取得良好效果.
Aiming at the urgent need for multimodal data processing,real-time analysis and visual display in the engineering monitoring field,this paper designs and implements a multimodal monitoring data processing platform based on.NET.The platform adopts a hierarchical architecture design and integrates advanced technologies such as FFT frequency domain analysis,OpenCV image processing,LiveCharts data visualization and Cesium 3D geographical information display,realizing soil temperature and humidity,settlement,horizontal displacement,cracks,deep displacement,vibration,water level,precipitation,wind speed and direction,environmental temperature and humidity,pH value,inclination angle,pressure,and suspended particulate matter.The platform provides a complete technical solution for industry monitoring through innovative video displacement analysis algorithms,high-performance time series chart drawing technology and intelligent 3D geographical information display system.Experimental results show that the platform can effectively process large-scale monitoring data,provide real-time early warning and intuitive data display,and achieve good results in practical applications such as building monitoring and geological disaster monitoring.
王向丽;王伟;叶康
陕西机勘工程检测咨询有限公司,西安 710000机械工业勘察设计研究院有限公司,西安 710000中南大学 地球科学与信息物理学院,长沙 410083
信息技术与安全科学
监测数据处理.NET多模态数据FFT分析OpenCV数据可视化Cesium
monitoring data processing.NETmultimodal dataFFT analysisOpenCVdata visualizationCesium
《科技创新与应用》 2026 (27)
27-32,37,7
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